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Submission 12181

What do Hebbian Learners Learn?

Installation Instructions

This directory contains the Lean code for our submission. The actual proof code is contained in the file proofs.lean. If you would like to run proofs.lean, you will need to install Lean 4 on your own machine (you can just read the source code, too, but Lean has interactive features).

The easiest way to do this is to follow the instructions at https://leanprover.github.io/lean4/doc/quickstart.html

This guide walks you through installing Lean 4 by way of Visual Studio Code, the text editor and enviromnment we used to develop our code. This will install the most recent nightly release of Lean 4 (this may take a long time).

Lean is in rapid development, but new versions should be backwards-compatible with older ones. We recommend using the version of Lean that is installed. We have checked that our code works with the 2023-03-17 and 2023-08-18 releases.

System Details

We developed and ran this code on a personal laptop, i.e., a Dell XPS-15 with a 20 × 12th Gen Intel Core i7 processor (5.0 GHz) and 32GB of RAM. But this is overkill — we recommend using a machine with at least a 1.6GHz processor and 4.0GB RAM. Lean 4 and Visual Studio Code are available on all major plat- forms (our code is platform-independent), but we developed in the Kubuntu 22.04 operating system (with KDE Plasma version 5.24.7). We used Visual Studio Code version 1.77.3.

Running and Reading our Lean Proofs

After you have successfully installed Lean 4, open ‘proofs.lean’ in Visual Studio Code. When Lean has finished loading the file (this may take a few minutes), you should see text buffer split into two. On the left is the source code, containing defnitions, theorems, proofs, and propositions. On the right you will see the Lean Infoview, which will output all messages, including errors, ‘printed’ #eval statements, and warnings (these can be found in the "All Messages" drop-down menu).

The Lean Infoview may also show the current context of a proof. The included image infoview-before.png shows an example of this. The proof on the left shows by induction that if there is a path from u to v in a graph, and a path from v to w, then there is a path from u to w. If we place our cursor on line 135, then on the right we see the context of the proof at line 135. This shows all variables u, v, w, g defined in scope, as well as any assumptions we’ve made so far h1, h2. Finally, ⊢ hasPath g u w indicates that our goal at this point is to prove that there is a path from u to w.

If we move our cursor to line 140 (shown in image infoview-after.png), the Lean Infoview tells us that there are no goals left. This means that the proof is done and formally checked! Note that proofs that are not finished are easily spotted — the keyword sorry indicates a goal with no proof. (We intend to fill in all sorry’s by the AAAI-24 author feedback window.)